{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (20,10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "LABEL_F = '<YOUR FILE>'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = open(LABEL_F).readlines()\n",
    "labels = [float(labels[i].split()[0]) for i in range(len(labels))]\n",
    "labels = [round(label) for label in labels]\n",
    "labels = np.array(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "28"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tick = np.arange(0, len(labels), 1000)\n",
    "plt.xticks(tick)\n",
    "plt.plot(labels);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tick = np.arange(0, 29)\n",
    "plt.xticks(tick)\n",
    "plt.hist(labels, 29);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
